## Warning: package 'ggplot2' was built under R version 3.2.3

Data set

Training set dimensions: 76020, 371

Test set dimensions: 75818, 370

Training set missing values: 0

Test set missing values: 0

Variable classes: 244, 127

Variable names:

##   [1] "ID"                            "var3"                         
##   [3] "var15"                         "imp_ent_var16_ult1"           
##   [5] "imp_op_var39_comer_ult1"       "imp_op_var39_comer_ult3"      
##   [7] "imp_op_var40_comer_ult1"       "imp_op_var40_comer_ult3"      
##   [9] "imp_op_var40_efect_ult1"       "imp_op_var40_efect_ult3"      
##  [11] "imp_op_var40_ult1"             "imp_op_var41_comer_ult1"      
##  [13] "imp_op_var41_comer_ult3"       "imp_op_var41_efect_ult1"      
##  [15] "imp_op_var41_efect_ult3"       "imp_op_var41_ult1"            
##  [17] "imp_op_var39_efect_ult1"       "imp_op_var39_efect_ult3"      
##  [19] "imp_op_var39_ult1"             "imp_sal_var16_ult1"           
##  [21] "ind_var1_0"                    "ind_var1"                     
##  [23] "ind_var2_0"                    "ind_var2"                     
##  [25] "ind_var5_0"                    "ind_var5"                     
##  [27] "ind_var6_0"                    "ind_var6"                     
##  [29] "ind_var8_0"                    "ind_var8"                     
##  [31] "ind_var12_0"                   "ind_var12"                    
##  [33] "ind_var13_0"                   "ind_var13_corto_0"            
##  [35] "ind_var13_corto"               "ind_var13_largo_0"            
##  [37] "ind_var13_largo"               "ind_var13_medio_0"            
##  [39] "ind_var13_medio"               "ind_var13"                    
##  [41] "ind_var14_0"                   "ind_var14"                    
##  [43] "ind_var17_0"                   "ind_var17"                    
##  [45] "ind_var18_0"                   "ind_var18"                    
##  [47] "ind_var19"                     "ind_var20_0"                  
##  [49] "ind_var20"                     "ind_var24_0"                  
##  [51] "ind_var24"                     "ind_var25_cte"                
##  [53] "ind_var26_0"                   "ind_var26_cte"                
##  [55] "ind_var26"                     "ind_var25_0"                  
##  [57] "ind_var25"                     "ind_var27_0"                  
##  [59] "ind_var28_0"                   "ind_var28"                    
##  [61] "ind_var27"                     "ind_var29_0"                  
##  [63] "ind_var29"                     "ind_var30_0"                  
##  [65] "ind_var30"                     "ind_var31_0"                  
##  [67] "ind_var31"                     "ind_var32_cte"                
##  [69] "ind_var32_0"                   "ind_var32"                    
##  [71] "ind_var33_0"                   "ind_var33"                    
##  [73] "ind_var34_0"                   "ind_var34"                    
##  [75] "ind_var37_cte"                 "ind_var37_0"                  
##  [77] "ind_var37"                     "ind_var39_0"                  
##  [79] "ind_var40_0"                   "ind_var40"                    
##  [81] "ind_var41_0"                   "ind_var41"                    
##  [83] "ind_var39"                     "ind_var44_0"                  
##  [85] "ind_var44"                     "ind_var46_0"                  
##  [87] "ind_var46"                     "num_var1_0"                   
##  [89] "num_var1"                      "num_var4"                     
##  [91] "num_var5_0"                    "num_var5"                     
##  [93] "num_var6_0"                    "num_var6"                     
##  [95] "num_var8_0"                    "num_var8"                     
##  [97] "num_var12_0"                   "num_var12"                    
##  [99] "num_var13_0"                   "num_var13_corto_0"            
## [101] "num_var13_corto"               "num_var13_largo_0"            
## [103] "num_var13_largo"               "num_var13_medio_0"            
## [105] "num_var13_medio"               "num_var13"                    
## [107] "num_var14_0"                   "num_var14"                    
## [109] "num_var17_0"                   "num_var17"                    
## [111] "num_var18_0"                   "num_var18"                    
## [113] "num_var20_0"                   "num_var20"                    
## [115] "num_var24_0"                   "num_var24"                    
## [117] "num_var26_0"                   "num_var26"                    
## [119] "num_var25_0"                   "num_var25"                    
## [121] "num_op_var40_hace2"            "num_op_var40_hace3"           
## [123] "num_op_var40_ult1"             "num_op_var40_ult3"            
## [125] "num_op_var41_hace2"            "num_op_var41_hace3"           
## [127] "num_op_var41_ult1"             "num_op_var41_ult3"            
## [129] "num_op_var39_hace2"            "num_op_var39_hace3"           
## [131] "num_op_var39_ult1"             "num_op_var39_ult3"            
## [133] "num_var27_0"                   "num_var28_0"                  
## [135] "num_var28"                     "num_var27"                    
## [137] "num_var29_0"                   "num_var29"                    
## [139] "num_var30_0"                   "num_var30"                    
## [141] "num_var31_0"                   "num_var31"                    
## [143] "num_var32_0"                   "num_var32"                    
## [145] "num_var33_0"                   "num_var33"                    
## [147] "num_var34_0"                   "num_var34"                    
## [149] "num_var35"                     "num_var37_med_ult2"           
## [151] "num_var37_0"                   "num_var37"                    
## [153] "num_var39_0"                   "num_var40_0"                  
## [155] "num_var40"                     "num_var41_0"                  
## [157] "num_var41"                     "num_var39"                    
## [159] "num_var42_0"                   "num_var42"                    
## [161] "num_var44_0"                   "num_var44"                    
## [163] "num_var46_0"                   "num_var46"                    
## [165] "saldo_var1"                    "saldo_var5"                   
## [167] "saldo_var6"                    "saldo_var8"                   
## [169] "saldo_var12"                   "saldo_var13_corto"            
## [171] "saldo_var13_largo"             "saldo_var13_medio"            
## [173] "saldo_var13"                   "saldo_var14"                  
## [175] "saldo_var17"                   "saldo_var18"                  
## [177] "saldo_var20"                   "saldo_var24"                  
## [179] "saldo_var26"                   "saldo_var25"                  
## [181] "saldo_var28"                   "saldo_var27"                  
## [183] "saldo_var29"                   "saldo_var30"                  
## [185] "saldo_var31"                   "saldo_var32"                  
## [187] "saldo_var33"                   "saldo_var34"                  
## [189] "saldo_var37"                   "saldo_var40"                  
## [191] "saldo_var41"                   "saldo_var42"                  
## [193] "saldo_var44"                   "saldo_var46"                  
## [195] "var36"                         "delta_imp_amort_var18_1y3"    
## [197] "delta_imp_amort_var34_1y3"     "delta_imp_aport_var13_1y3"    
## [199] "delta_imp_aport_var17_1y3"     "delta_imp_aport_var33_1y3"    
## [201] "delta_imp_compra_var44_1y3"    "delta_imp_reemb_var13_1y3"    
## [203] "delta_imp_reemb_var17_1y3"     "delta_imp_reemb_var33_1y3"    
## [205] "delta_imp_trasp_var17_in_1y3"  "delta_imp_trasp_var17_out_1y3"
## [207] "delta_imp_trasp_var33_in_1y3"  "delta_imp_trasp_var33_out_1y3"
## [209] "delta_imp_venta_var44_1y3"     "delta_num_aport_var13_1y3"    
## [211] "delta_num_aport_var17_1y3"     "delta_num_aport_var33_1y3"    
## [213] "delta_num_compra_var44_1y3"    "delta_num_reemb_var13_1y3"    
## [215] "delta_num_reemb_var17_1y3"     "delta_num_reemb_var33_1y3"    
## [217] "delta_num_trasp_var17_in_1y3"  "delta_num_trasp_var17_out_1y3"
## [219] "delta_num_trasp_var33_in_1y3"  "delta_num_trasp_var33_out_1y3"
## [221] "delta_num_venta_var44_1y3"     "imp_amort_var18_hace3"        
## [223] "imp_amort_var18_ult1"          "imp_amort_var34_hace3"        
## [225] "imp_amort_var34_ult1"          "imp_aport_var13_hace3"        
## [227] "imp_aport_var13_ult1"          "imp_aport_var17_hace3"        
## [229] "imp_aport_var17_ult1"          "imp_aport_var33_hace3"        
## [231] "imp_aport_var33_ult1"          "imp_var7_emit_ult1"           
## [233] "imp_var7_recib_ult1"           "imp_compra_var44_hace3"       
## [235] "imp_compra_var44_ult1"         "imp_reemb_var13_hace3"        
## [237] "imp_reemb_var13_ult1"          "imp_reemb_var17_hace3"        
## [239] "imp_reemb_var17_ult1"          "imp_reemb_var33_hace3"        
## [241] "imp_reemb_var33_ult1"          "imp_var43_emit_ult1"          
## [243] "imp_trans_var37_ult1"          "imp_trasp_var17_in_hace3"     
## [245] "imp_trasp_var17_in_ult1"       "imp_trasp_var17_out_hace3"    
## [247] "imp_trasp_var17_out_ult1"      "imp_trasp_var33_in_hace3"     
## [249] "imp_trasp_var33_in_ult1"       "imp_trasp_var33_out_hace3"    
## [251] "imp_trasp_var33_out_ult1"      "imp_venta_var44_hace3"        
## [253] "imp_venta_var44_ult1"          "ind_var7_emit_ult1"           
## [255] "ind_var7_recib_ult1"           "ind_var10_ult1"               
## [257] "ind_var10cte_ult1"             "ind_var9_cte_ult1"            
## [259] "ind_var9_ult1"                 "ind_var43_emit_ult1"          
## [261] "ind_var43_recib_ult1"          "var21"                        
## [263] "num_var2_0_ult1"               "num_var2_ult1"                
## [265] "num_aport_var13_hace3"         "num_aport_var13_ult1"         
## [267] "num_aport_var17_hace3"         "num_aport_var17_ult1"         
## [269] "num_aport_var33_hace3"         "num_aport_var33_ult1"         
## [271] "num_var7_emit_ult1"            "num_var7_recib_ult1"          
## [273] "num_compra_var44_hace3"        "num_compra_var44_ult1"        
## [275] "num_ent_var16_ult1"            "num_var22_hace2"              
## [277] "num_var22_hace3"               "num_var22_ult1"               
## [279] "num_var22_ult3"                "num_med_var22_ult3"           
## [281] "num_med_var45_ult3"            "num_meses_var5_ult3"          
## [283] "num_meses_var8_ult3"           "num_meses_var12_ult3"         
## [285] "num_meses_var13_corto_ult3"    "num_meses_var13_largo_ult3"   
## [287] "num_meses_var13_medio_ult3"    "num_meses_var17_ult3"         
## [289] "num_meses_var29_ult3"          "num_meses_var33_ult3"         
## [291] "num_meses_var39_vig_ult3"      "num_meses_var44_ult3"         
## [293] "num_op_var39_comer_ult1"       "num_op_var39_comer_ult3"      
## [295] "num_op_var40_comer_ult1"       "num_op_var40_comer_ult3"      
## [297] "num_op_var40_efect_ult1"       "num_op_var40_efect_ult3"      
## [299] "num_op_var41_comer_ult1"       "num_op_var41_comer_ult3"      
## [301] "num_op_var41_efect_ult1"       "num_op_var41_efect_ult3"      
## [303] "num_op_var39_efect_ult1"       "num_op_var39_efect_ult3"      
## [305] "num_reemb_var13_hace3"         "num_reemb_var13_ult1"         
## [307] "num_reemb_var17_hace3"         "num_reemb_var17_ult1"         
## [309] "num_reemb_var33_hace3"         "num_reemb_var33_ult1"         
## [311] "num_sal_var16_ult1"            "num_var43_emit_ult1"          
## [313] "num_var43_recib_ult1"          "num_trasp_var11_ult1"         
## [315] "num_trasp_var17_in_hace3"      "num_trasp_var17_in_ult1"      
## [317] "num_trasp_var17_out_hace3"     "num_trasp_var17_out_ult1"     
## [319] "num_trasp_var33_in_hace3"      "num_trasp_var33_in_ult1"      
## [321] "num_trasp_var33_out_hace3"     "num_trasp_var33_out_ult1"     
## [323] "num_venta_var44_hace3"         "num_venta_var44_ult1"         
## [325] "num_var45_hace2"               "num_var45_hace3"              
## [327] "num_var45_ult1"                "num_var45_ult3"               
## [329] "saldo_var2_ult1"               "saldo_medio_var5_hace2"       
## [331] "saldo_medio_var5_hace3"        "saldo_medio_var5_ult1"        
## [333] "saldo_medio_var5_ult3"         "saldo_medio_var8_hace2"       
## [335] "saldo_medio_var8_hace3"        "saldo_medio_var8_ult1"        
## [337] "saldo_medio_var8_ult3"         "saldo_medio_var12_hace2"      
## [339] "saldo_medio_var12_hace3"       "saldo_medio_var12_ult1"       
## [341] "saldo_medio_var12_ult3"        "saldo_medio_var13_corto_hace2"
## [343] "saldo_medio_var13_corto_hace3" "saldo_medio_var13_corto_ult1" 
## [345] "saldo_medio_var13_corto_ult3"  "saldo_medio_var13_largo_hace2"
## [347] "saldo_medio_var13_largo_hace3" "saldo_medio_var13_largo_ult1" 
## [349] "saldo_medio_var13_largo_ult3"  "saldo_medio_var13_medio_hace2"
## [351] "saldo_medio_var13_medio_hace3" "saldo_medio_var13_medio_ult1" 
## [353] "saldo_medio_var13_medio_ult3"  "saldo_medio_var17_hace2"      
## [355] "saldo_medio_var17_hace3"       "saldo_medio_var17_ult1"       
## [357] "saldo_medio_var17_ult3"        "saldo_medio_var29_hace2"      
## [359] "saldo_medio_var29_hace3"       "saldo_medio_var29_ult1"       
## [361] "saldo_medio_var29_ult3"        "saldo_medio_var33_hace2"      
## [363] "saldo_medio_var33_hace3"       "saldo_medio_var33_ult1"       
## [365] "saldo_medio_var33_ult3"        "saldo_medio_var44_hace2"      
## [367] "saldo_medio_var44_hace3"       "saldo_medio_var44_ult1"       
## [369] "saldo_medio_var44_ult3"        "var38"                        
## [371] "TARGET"

Descripti statistics

##        ID              var3             var15        imp_ent_var16_ult1 
##  Min.   :     1   Min.   :-999999   Min.   :  5.00   Min.   :     0.00  
##  1st Qu.: 38105   1st Qu.:      2   1st Qu.: 23.00   1st Qu.:     0.00  
##  Median : 76043   Median :      2   Median : 28.00   Median :     0.00  
##  Mean   : 75964   Mean   :  -1523   Mean   : 33.21   Mean   :    86.21  
##  3rd Qu.:113749   3rd Qu.:      2   3rd Qu.: 40.00   3rd Qu.:     0.00  
##  Max.   :151838   Max.   :    238   Max.   :105.00   Max.   :210000.00  
##  imp_op_var39_comer_ult1 imp_op_var39_comer_ult3 imp_op_var40_comer_ult1
##  Min.   :    0.00        Min.   :    0.0         Min.   :   0.000       
##  1st Qu.:    0.00        1st Qu.:    0.0         1st Qu.:   0.000       
##  Median :    0.00        Median :    0.0         Median :   0.000       
##  Mean   :   72.36        Mean   :  119.5         Mean   :   3.559       
##  3rd Qu.:    0.00        3rd Qu.:    0.0         3rd Qu.:   0.000       
##  Max.   :12888.03        Max.   :21024.8         Max.   :8237.820       
##  imp_op_var40_comer_ult3 imp_op_var40_efect_ult1 imp_op_var40_efect_ult3
##  Min.   :    0.000       Min.   :   0.000        Min.   :   0.000       
##  1st Qu.:    0.000       1st Qu.:   0.000        1st Qu.:   0.000       
##  Median :    0.000       Median :   0.000        Median :   0.000       
##  Mean   :    6.473       Mean   :   0.413        Mean   :   0.567       
##  3rd Qu.:    0.000       3rd Qu.:   0.000        3rd Qu.:   0.000       
##  Max.   :11073.570       Max.   :6600.000        Max.   :6600.000       
##  imp_op_var40_ult1  imp_op_var41_comer_ult1 imp_op_var41_comer_ult3
##  Min.   :   0.000   Min.   :    0.0         Min.   :    0.0        
##  1st Qu.:   0.000   1st Qu.:    0.0         1st Qu.:    0.0        
##  Median :   0.000   Median :    0.0         Median :    0.0        
##  Mean   :   3.161   Mean   :   68.8         Mean   :  113.1        
##  3rd Qu.:   0.000   3rd Qu.:    0.0         3rd Qu.:    0.0        
##  Max.   :8237.820   Max.   :12888.0         Max.   :16566.8        
##  imp_op_var41_efect_ult1 imp_op_var41_efect_ult3 imp_op_var41_ult1
##  Min.   :    0.00        Min.   :     0.0        Min.   :    0.0  
##  1st Qu.:    0.00        1st Qu.:     0.0        1st Qu.:    0.0  
##  Median :    0.00        Median :     0.0        Median :    0.0  
##  Mean   :   68.21        Mean   :   113.2        Mean   :  137.2  
##  3rd Qu.:    0.00        3rd Qu.:     0.0        3rd Qu.:    0.0  
##  Max.   :45990.00        Max.   :131100.0        Max.   :47598.1  
##  imp_op_var39_efect_ult1 imp_op_var39_efect_ult3 imp_op_var39_ult1
##  Min.   :    0.00        Min.   :     0.0        Min.   :    0.0  
##  1st Qu.:    0.00        1st Qu.:     0.0        1st Qu.:    0.0  
##  Median :    0.00        Median :     0.0        Median :    0.0  
##  Mean   :   68.62        Mean   :   113.8        Mean   :  140.4  
##  3rd Qu.:    0.00        3rd Qu.:     0.0        3rd Qu.:    0.0  
##  Max.   :45990.00        Max.   :131100.0        Max.   :47598.1  
##  imp_sal_var16_ult1   ind_var1_0         ind_var1          ind_var2_0
##  Min.   :0.00e+00   Min.   :0.00000   Min.   :0.000000   Min.   :0   
##  1st Qu.:0.00e+00   1st Qu.:0.00000   1st Qu.:0.000000   1st Qu.:0   
##  Median :0.00e+00   Median :0.00000   Median :0.000000   Median :0   
##  Mean   :5.48e+00   Mean   :0.01146   Mean   :0.003762   Mean   :0   
##  3rd Qu.:0.00e+00   3rd Qu.:0.00000   3rd Qu.:0.000000   3rd Qu.:0   
##  Max.   :1.05e+05   Max.   :1.00000   Max.   :1.000000   Max.   :0   
##     ind_var2   ind_var5_0       ind_var5        ind_var6_0       
##  Min.   :0   Min.   :0.000   Min.   :0.0000   Min.   :0.0000000  
##  1st Qu.:0   1st Qu.:1.000   1st Qu.:0.0000   1st Qu.:0.0000000  
##  Median :0   Median :1.000   Median :1.0000   Median :0.0000000  
##  Mean   :0   Mean   :0.958   Mean   :0.6638   Mean   :0.0001052  
##  3rd Qu.:0   3rd Qu.:1.000   3rd Qu.:1.0000   3rd Qu.:0.0000000  
##  Max.   :0   Max.   :1.000   Max.   :1.0000   Max.   :1.0000000  
##     ind_var6          ind_var8_0         ind_var8       ind_var12_0     
##  Min.   :0.00e+00   Min.   :0.00000   Min.   :0.0000   Min.   :0.00000  
##  1st Qu.:0.00e+00   1st Qu.:0.00000   1st Qu.:0.0000   1st Qu.:0.00000  
##  Median :0.00e+00   Median :0.00000   Median :0.0000   Median :0.00000  
##  Mean   :2.63e-05   Mean   :0.03283   Mean   :0.0286   Mean   :0.06752  
##  3rd Qu.:0.00e+00   3rd Qu.:0.00000   3rd Qu.:0.0000   3rd Qu.:0.00000  
##  Max.   :1.00e+00   Max.   :1.00000   Max.   :1.0000   Max.   :1.00000  
##    ind_var12        ind_var13_0      ind_var13_corto_0 ind_var13_corto  
##  Min.   :0.00000   Min.   :0.00000   Min.   :0.00000   Min.   :0.00000  
##  1st Qu.:0.00000   1st Qu.:0.00000   1st Qu.:0.00000   1st Qu.:0.00000  
##  Median :0.00000   Median :0.00000   Median :0.00000   Median :0.00000  
##  Mean   :0.04546   Mean   :0.05225   Mean   :0.04294   Mean   :0.04148  
##  3rd Qu.:0.00000   3rd Qu.:0.00000   3rd Qu.:0.00000   3rd Qu.:0.00000  
##  Max.   :1.00000   Max.   :1.00000   Max.   :1.00000   Max.   :1.00000  
##  ind_var13_largo_0 ind_var13_largo    ind_var13_medio_0 
##  Min.   :0.00000   Min.   :0.000000   Min.   :0.00e+00  
##  1st Qu.:0.00000   1st Qu.:0.000000   1st Qu.:0.00e+00  
##  Median :0.00000   Median :0.000000   Median :0.00e+00  
##  Mean   :0.01017   Mean   :0.009997   Mean   :2.63e-05  
##  3rd Qu.:0.00000   3rd Qu.:0.000000   3rd Qu.:0.00e+00  
##  Max.   :1.00000   Max.   :1.000000   Max.   :1.00e+00  
##  ind_var13_medio      ind_var13        ind_var14_0        ind_var14       
##  Min.   :0.00e+00   Min.   :0.00000   Min.   :0.00000   Min.   :0.000000  
##  1st Qu.:0.00e+00   1st Qu.:0.00000   1st Qu.:0.00000   1st Qu.:0.000000  
##  Median :0.00e+00   Median :0.00000   Median :0.00000   Median :0.000000  
##  Mean   :2.63e-05   Mean   :0.05085   Mean   :0.02365   Mean   :0.005301  
##  3rd Qu.:0.00e+00   3rd Qu.:0.00000   3rd Qu.:0.00000   3rd Qu.:0.000000  
##  Max.   :1.00e+00   Max.   :1.00000   Max.   :1.00000   Max.   :1.000000  
##   ind_var17_0         ind_var17         ind_var18_0      
##  Min.   :0.000000   Min.   :0.000000   Min.   :0.00e+00  
##  1st Qu.:0.000000   1st Qu.:0.000000   1st Qu.:0.00e+00  
##  Median :0.000000   Median :0.000000   Median :0.00e+00  
##  Mean   :0.001802   Mean   :0.001447   Mean   :2.63e-05  
##  3rd Qu.:0.000000   3rd Qu.:0.000000   3rd Qu.:0.00e+00  
##  Max.   :1.000000   Max.   :1.000000   Max.   :1.00e+00  
##    ind_var18          ind_var19         ind_var20_0      
##  Min.   :0.00e+00   Min.   :0.000000   Min.   :0.000000  
##  1st Qu.:0.00e+00   1st Qu.:0.000000   1st Qu.:0.000000  
##  Median :0.00e+00   Median :0.000000   Median :0.000000  
##  Mean   :2.63e-05   Mean   :0.004196   Mean   :0.003631  
##  3rd Qu.:0.00e+00   3rd Qu.:0.000000   3rd Qu.:0.000000  
##  Max.   :1.00e+00   Max.   :1.000000   Max.   :1.000000  
##    ind_var20         ind_var24_0        ind_var24       ind_var25_cte    
##  Min.   :0.000000   Min.   :0.00000   Min.   :0.00000   Min.   :0.00000  
##  1st Qu.:0.000000   1st Qu.:0.00000   1st Qu.:0.00000   1st Qu.:0.00000  
##  Median :0.000000   Median :0.00000   Median :0.00000   Median :0.00000  
##  Mean   :0.002697   Mean   :0.04237   Mean   :0.03788   Mean   :0.02643  
##  3rd Qu.:0.000000   3rd Qu.:0.00000   3rd Qu.:0.00000   3rd Qu.:0.00000  
##  Max.   :1.000000   Max.   :1.00000   Max.   :1.00000   Max.   :1.00000  
##   ind_var26_0      ind_var26_cte       ind_var26        ind_var25_0     
##  Min.   :0.00000   Min.   :0.00000   Min.   :0.00000   Min.   :0.00000  
##  1st Qu.:0.00000   1st Qu.:0.00000   1st Qu.:0.00000   1st Qu.:0.00000  
##  Median :0.00000   Median :0.00000   Median :0.00000   Median :0.00000  
##  Mean   :0.02464   Mean   :0.02756   Mean   :0.02464   Mean   :0.02364  
##  3rd Qu.:0.00000   3rd Qu.:0.00000   3rd Qu.:0.00000   3rd Qu.:0.00000  
##  Max.   :1.00000   Max.   :1.00000   Max.   :1.00000   Max.   :1.00000  
##    ind_var25        ind_var27_0  ind_var28_0   ind_var28   ind_var27
##  Min.   :0.00000   Min.   :0    Min.   :0    Min.   :0   Min.   :0  
##  1st Qu.:0.00000   1st Qu.:0    1st Qu.:0    1st Qu.:0   1st Qu.:0  
##  Median :0.00000   Median :0    Median :0    Median :0   Median :0  
##  Mean   :0.02364   Mean   :0    Mean   :0    Mean   :0   Mean   :0  
##  3rd Qu.:0.00000   3rd Qu.:0    3rd Qu.:0    3rd Qu.:0   3rd Qu.:0  
##  Max.   :1.00000   Max.   :0    Max.   :0    Max.   :0   Max.   :0  
##   ind_var29_0          ind_var29         ind_var30_0       ind_var30     
##  Min.   :0.0000000   Min.   :0.00e+00   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.0000000   1st Qu.:0.00e+00   1st Qu.:1.0000   1st Qu.:0.0000  
##  Median :0.0000000   Median :0.00e+00   Median :1.0000   Median :1.0000  
##  Mean   :0.0001052   Mean   :2.63e-05   Mean   :0.9955   Mean   :0.7328  
##  3rd Qu.:0.0000000   3rd Qu.:0.00e+00   3rd Qu.:1.0000   3rd Qu.:1.0000  
##  Max.   :1.0000000   Max.   :1.00e+00   Max.   :1.0000   Max.   :1.0000  
##   ind_var31_0         ind_var31       ind_var32_cte      ind_var32_0      
##  Min.   :0.000000   Min.   :0.00000   Min.   :0.00000   Min.   :0.000000  
##  1st Qu.:0.000000   1st Qu.:0.00000   1st Qu.:0.00000   1st Qu.:0.000000  
##  Median :0.000000   Median :0.00000   Median :0.00000   Median :0.000000  
##  Mean   :0.004275   Mean   :0.00367   Mean   :0.00121   Mean   :0.001079  
##  3rd Qu.:0.000000   3rd Qu.:0.00000   3rd Qu.:0.00000   3rd Qu.:0.000000  
##  Max.   :1.000000   Max.   :1.00000   Max.   :1.00000   Max.   :1.000000  
##    ind_var32         ind_var33_0          ind_var33        
##  Min.   :0.000000   Min.   :0.0000000   Min.   :0.0000000  
##  1st Qu.:0.000000   1st Qu.:0.0000000   1st Qu.:0.0000000  
##  Median :0.000000   Median :0.0000000   Median :0.0000000  
##  Mean   :0.001079   Mean   :0.0007498   Mean   :0.0006314  
##  3rd Qu.:0.000000   3rd Qu.:0.0000000   3rd Qu.:0.0000000  
##  Max.   :1.000000   Max.   :1.0000000   Max.   :1.0000000  
##   ind_var34_0         ind_var34        ind_var37_cte     ind_var37_0     
##  Min.   :0.00e+00   Min.   :0.00e+00   Min.   :0.0000   Min.   :0.00000  
##  1st Qu.:0.00e+00   1st Qu.:0.00e+00   1st Qu.:0.0000   1st Qu.:0.00000  
##  Median :0.00e+00   Median :0.00e+00   Median :0.0000   Median :0.00000  
##  Mean   :2.63e-05   Mean   :2.63e-05   Mean   :0.0723   Mean   :0.06526  
##  3rd Qu.:0.00e+00   3rd Qu.:0.00e+00   3rd Qu.:0.0000   3rd Qu.:0.00000  
##  Max.   :1.00e+00   Max.   :1.00e+00   Max.   :1.0000   Max.   :1.00000  
##    ind_var37        ind_var39_0      ind_var40_0        ind_var40       
##  Min.   :0.00000   Min.   :0.0000   Min.   :0.00000   Min.   :0.000000  
##  1st Qu.:0.00000   1st Qu.:1.0000   1st Qu.:0.00000   1st Qu.:0.000000  
##  Median :0.00000   Median :1.0000   Median :0.00000   Median :0.000000  
##  Mean   :0.06526   Mean   :0.8808   Mean   :0.01142   Mean   :0.003723  
##  3rd Qu.:0.00000   3rd Qu.:1.0000   3rd Qu.:0.00000   3rd Qu.:0.000000  
##  Max.   :1.00000   Max.   :1.0000   Max.   :1.00000   Max.   :1.000000  
##   ind_var41_0       ind_var41   ind_var39         ind_var44_0      
##  Min.   :0.0000   Min.   :0   Min.   :0.000000   Min.   :0.000000  
##  1st Qu.:1.0000   1st Qu.:0   1st Qu.:0.000000   1st Qu.:0.000000  
##  Median :1.0000   Median :0   Median :0.000000   Median :0.000000  
##  Mean   :0.8793   Mean   :0   Mean   :0.003723   Mean   :0.001881  
##  3rd Qu.:1.0000   3rd Qu.:0   3rd Qu.:0.000000   3rd Qu.:0.000000  
##  Max.   :1.0000   Max.   :0   Max.   :1.000000   Max.   :1.000000  
##    ind_var44         ind_var46_0   ind_var46   num_var1_0     
##  Min.   :0.000000   Min.   :0    Min.   :0   Min.   :0.00000  
##  1st Qu.:0.000000   1st Qu.:0    1st Qu.:0   1st Qu.:0.00000  
##  Median :0.000000   Median :0    Median :0   Median :0.00000  
##  Mean   :0.001697   Mean   :0    Mean   :0   Mean   :0.03445  
##  3rd Qu.:0.000000   3rd Qu.:0    3rd Qu.:0   3rd Qu.:0.00000  
##  Max.   :1.000000   Max.   :0    Max.   :0   Max.   :6.00000  
##     num_var1          num_var4       num_var5_0        num_var5     
##  Min.   :0.00000   Min.   :0.000   Min.   : 0.000   Min.   : 0.000  
##  1st Qu.:0.00000   1st Qu.:0.000   1st Qu.: 3.000   1st Qu.: 0.000  
##  Median :0.00000   Median :1.000   Median : 3.000   Median : 3.000  
##  Mean   :0.01133   Mean   :1.079   Mean   : 2.894   Mean   : 1.999  
##  3rd Qu.:0.00000   3rd Qu.:1.000   3rd Qu.: 3.000   3rd Qu.: 3.000  
##  Max.   :6.00000   Max.   :7.000   Max.   :15.000   Max.   :15.000  
##    num_var6_0           num_var6          num_var8_0     
##  Min.   :0.0000000   Min.   :0.00e+00   Min.   :0.00000  
##  1st Qu.:0.0000000   1st Qu.:0.00e+00   1st Qu.:0.00000  
##  Median :0.0000000   Median :0.00e+00   Median :0.00000  
##  Mean   :0.0003157   Mean   :7.89e-05   Mean   :0.09854  
##  3rd Qu.:0.0000000   3rd Qu.:0.00e+00   3rd Qu.:0.00000  
##  Max.   :3.0000000   Max.   :3.00e+00   Max.   :6.00000  
##     num_var8        num_var12_0         num_var12       num_var13_0     
##  Min.   :0.00000   Min.   :  0.0000   Min.   : 0.000   Min.   : 0.0000  
##  1st Qu.:0.00000   1st Qu.:  0.0000   1st Qu.: 0.000   1st Qu.: 0.0000  
##  Median :0.00000   Median :  0.0000   Median : 0.000   Median : 0.0000  
##  Mean   :0.08579   Mean   :  0.2112   Mean   : 0.138   Mean   : 0.1677  
##  3rd Qu.:0.00000   3rd Qu.:  0.0000   3rd Qu.: 0.000   3rd Qu.: 0.0000  
##  Max.   :3.00000   Max.   :111.0000   Max.   :15.000   Max.   :18.0000  
##  num_var13_corto_0 num_var13_corto  num_var13_largo_0  num_var13_largo   
##  Min.   :0.0000    Min.   :0.0000   Min.   : 0.00000   Min.   : 0.00000  
##  1st Qu.:0.0000    1st Qu.:0.0000   1st Qu.: 0.00000   1st Qu.: 0.00000  
##  Median :0.0000    Median :0.0000   Median : 0.00000   Median : 0.00000  
##  Mean   :0.1303    Mean   :0.1245   Mean   : 0.03733   Mean   : 0.03524  
##  3rd Qu.:0.0000    3rd Qu.:0.0000   3rd Qu.: 0.00000   3rd Qu.: 0.00000  
##  Max.   :6.0000    Max.   :6.0000   Max.   :18.00000   Max.   :18.00000  
##  num_var13_medio_0  num_var13_medio      num_var13      
##  Min.   :0.00e+00   Min.   :0.00e+00   Min.   : 0.0000  
##  1st Qu.:0.00e+00   1st Qu.:0.00e+00   1st Qu.: 0.0000  
##  Median :0.00e+00   Median :0.00e+00   Median : 0.0000  
##  Mean   :7.89e-05   Mean   :7.89e-05   Mean   : 0.1598  
##  3rd Qu.:0.00e+00   3rd Qu.:0.00e+00   3rd Qu.: 0.0000  
##  Max.   :3.00e+00   Max.   :3.00e+00   Max.   :18.0000  
##   num_var14_0          num_var14         num_var17_0      
##  Min.   :  0.00000   Min.   : 0.00000   Min.   : 0.00000  
##  1st Qu.:  0.00000   1st Qu.: 0.00000   1st Qu.: 0.00000  
##  Median :  0.00000   Median : 0.00000   Median : 0.00000  
##  Mean   :  0.07269   Mean   : 0.01614   Mean   : 0.01188  
##  3rd Qu.:  0.00000   3rd Qu.: 0.00000   3rd Qu.: 0.00000  
##  Max.   :111.00000   Max.   :12.00000   Max.   :36.00000  
##    num_var17          num_var18_0         num_var18       
##  Min.   : 0.000000   Min.   :0.00e+00   Min.   :0.00e+00  
##  1st Qu.: 0.000000   1st Qu.:0.00e+00   1st Qu.:0.00e+00  
##  Median : 0.000000   Median :0.00e+00   Median :0.00e+00  
##  Mean   : 0.008879   Mean   :7.89e-05   Mean   :7.89e-05  
##  3rd Qu.: 0.000000   3rd Qu.:0.00e+00   3rd Qu.:0.00e+00  
##  Max.   :27.000000   Max.   :3.00e+00   Max.   :3.00e+00  
##   num_var20_0        num_var20        num_var24_0       num_var24     
##  Min.   :0.00000   Min.   :0.00000   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.00000   1st Qu.:0.00000   1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :0.00000   Median :0.00000   Median :0.0000   Median :0.0000  
##  Mean   :0.01089   Mean   :0.00809   Mean   :0.1277   Mean   :0.1138  
##  3rd Qu.:0.00000   3rd Qu.:0.00000   3rd Qu.:0.0000   3rd Qu.:0.0000  
##  Max.   :3.00000   Max.   :3.00000   Max.   :9.0000   Max.   :6.0000  
##   num_var26_0         num_var26         num_var25_0      
##  Min.   : 0.00000   Min.   : 0.00000   Min.   : 0.00000  
##  1st Qu.: 0.00000   1st Qu.: 0.00000   1st Qu.: 0.00000  
##  Median : 0.00000   Median : 0.00000   Median : 0.00000  
##  Mean   : 0.08938   Mean   : 0.08938   Mean   : 0.08516  
##  3rd Qu.: 0.00000   3rd Qu.: 0.00000   3rd Qu.: 0.00000  
##  Max.   :33.00000   Max.   :33.00000   Max.   :33.00000  
##    num_var25        num_op_var40_hace2  num_op_var40_hace3
##  Min.   : 0.00000   Min.   :  0.00000   Min.   : 0.00000  
##  1st Qu.: 0.00000   1st Qu.:  0.00000   1st Qu.: 0.00000  
##  Median : 0.00000   Median :  0.00000   Median : 0.00000  
##  Mean   : 0.08516   Mean   :  0.02024   Mean   : 0.00103  
##  3rd Qu.: 0.00000   3rd Qu.:  0.00000   3rd Qu.: 0.00000  
##  Max.   :33.00000   Max.   :117.00000   Max.   :48.00000  
##  num_op_var40_ult1   num_op_var40_ult3  num_op_var41_hace2
##  Min.   :  0.00000   Min.   :  0.0000   Min.   :  0.000   
##  1st Qu.:  0.00000   1st Qu.:  0.0000   1st Qu.:  0.000   
##  Median :  0.00000   Median :  0.0000   Median :  0.000   
##  Mean   :  0.05702   Mean   :  0.0783   Mean   :  1.601   
##  3rd Qu.:  0.00000   3rd Qu.:  0.0000   3rd Qu.:  0.000   
##  Max.   :234.00000   Max.   :351.0000   Max.   :249.000   
##  num_op_var41_hace3 num_op_var41_ult1 num_op_var41_ult3 num_op_var39_hace2
##  Min.   : 0.00000   Min.   :  0.000   Min.   :  0.000   Min.   :  0.000   
##  1st Qu.: 0.00000   1st Qu.:  0.000   1st Qu.:  0.000   1st Qu.:  0.000   
##  Median : 0.00000   Median :  0.000   Median :  0.000   Median :  0.000   
##  Mean   : 0.09392   Mean   :  2.859   Mean   :  4.554   Mean   :  1.621   
##  3rd Qu.: 0.00000   3rd Qu.:  0.000   3rd Qu.:  0.000   3rd Qu.:  0.000   
##  Max.   :81.00000   Max.   :468.000   Max.   :468.000   Max.   :249.000   
##  num_op_var39_hace3 num_op_var39_ult1 num_op_var39_ult3  num_var27_0
##  Min.   : 0.00000   Min.   :  0.000   Min.   :  0.000   Min.   :0   
##  1st Qu.: 0.00000   1st Qu.:  0.000   1st Qu.:  0.000   1st Qu.:0   
##  Median : 0.00000   Median :  0.000   Median :  0.000   Median :0   
##  Mean   : 0.09495   Mean   :  2.916   Mean   :  4.632   Mean   :0   
##  3rd Qu.: 0.00000   3rd Qu.:  0.000   3rd Qu.:  0.000   3rd Qu.:0   
##  Max.   :81.00000   Max.   :468.000   Max.   :468.000   Max.   :0   
##   num_var28_0   num_var28   num_var27  num_var29_0       
##  Min.   :0    Min.   :0   Min.   :0   Min.   :0.0000000  
##  1st Qu.:0    1st Qu.:0   1st Qu.:0   1st Qu.:0.0000000  
##  Median :0    Median :0   Median :0   Median :0.0000000  
##  Mean   :0    Mean   :0   Mean   :0   Mean   :0.0003157  
##  3rd Qu.:0    3rd Qu.:0   3rd Qu.:0   3rd Qu.:0.0000000  
##  Max.   :0    Max.   :0   Max.   :0   Max.   :3.0000000  
##    num_var29         num_var30_0        num_var30       num_var31_0      
##  Min.   :0.00e+00   Min.   :  0.000   Min.   : 0.000   Min.   : 0.00000  
##  1st Qu.:0.00e+00   1st Qu.:  3.000   1st Qu.: 0.000   1st Qu.: 0.00000  
##  Median :0.00e+00   Median :  3.000   Median : 3.000   Median : 0.00000  
##  Mean   :7.89e-05   Mean   :  3.372   Mean   : 2.383   Mean   : 0.02013  
##  3rd Qu.:0.00e+00   3rd Qu.:  3.000   3rd Qu.: 3.000   3rd Qu.: 0.00000  
##  Max.   :3.00e+00   Max.   :114.000   Max.   :33.000   Max.   :36.00000  
##    num_var31         num_var32_0          num_var32        
##  Min.   : 0.00000   Min.   : 0.000000   Min.   : 0.000000  
##  1st Qu.: 0.00000   1st Qu.: 0.000000   1st Qu.: 0.000000  
##  Median : 0.00000   Median : 0.000000   Median : 0.000000  
##  Mean   : 0.01606   Mean   : 0.004223   Mean   : 0.004223  
##  3rd Qu.: 0.00000   3rd Qu.: 0.000000   3rd Qu.: 0.000000  
##  Max.   :27.00000   Max.   :12.000000   Max.   :12.000000  
##   num_var33_0          num_var33         num_var34_0      
##  Min.   : 0.000000   Min.   :0.000000   Min.   :0.00e+00  
##  1st Qu.: 0.000000   1st Qu.:0.000000   1st Qu.:0.00e+00  
##  Median : 0.000000   Median :0.000000   Median :0.00e+00  
##  Mean   : 0.002565   Mean   :0.002092   Mean   :7.89e-05  
##  3rd Qu.: 0.000000   3rd Qu.:0.000000   3rd Qu.:0.00e+00  
##  Max.   :12.000000   Max.   :6.000000   Max.   :3.00e+00  
##    num_var34          num_var35      num_var37_med_ult2  num_var37_0      
##  Min.   :0.00e+00   Min.   : 0.000   Min.   :  0.0000   Min.   :  0.0000  
##  1st Qu.:0.00e+00   1st Qu.: 0.000   1st Qu.:  0.0000   1st Qu.:  0.0000  
##  Median :0.00e+00   Median : 3.000   Median :  0.0000   Median :  0.0000  
##  Mean   :7.89e-05   Mean   : 3.299   Mean   :  0.2635   Mean   :  0.4188  
##  3rd Qu.:0.00e+00   3rd Qu.: 3.000   3rd Qu.:  0.0000   3rd Qu.:  0.0000  
##  Max.   :3.00e+00   Max.   :36.000   Max.   :105.0000   Max.   :114.0000  
##    num_var37         num_var39_0      num_var40_0        num_var40      
##  Min.   :  0.0000   Min.   : 0.000   Min.   :0.00000   Min.   :0.00000  
##  1st Qu.:  0.0000   1st Qu.: 3.000   1st Qu.:0.00000   1st Qu.:0.00000  
##  Median :  0.0000   Median : 3.000   Median :0.00000   Median :0.00000  
##  Mean   :  0.4188   Mean   : 2.725   Mean   :0.03429   Mean   :0.01117  
##  3rd Qu.:  0.0000   3rd Qu.: 3.000   3rd Qu.:0.00000   3rd Qu.:0.00000  
##  Max.   :114.0000   Max.   :33.000   Max.   :6.00000   Max.   :3.00000  
##   num_var41_0       num_var41   num_var39        num_var42_0     
##  Min.   : 0.000   Min.   :0   Min.   :0.00000   Min.   :  0.000  
##  1st Qu.: 3.000   1st Qu.:0   1st Qu.:0.00000   1st Qu.:  3.000  
##  Median : 3.000   Median :0   Median :0.00000   Median :  3.000  
##  Mean   : 2.699   Mean   :0   Mean   :0.01117   Mean   :  3.204  
##  3rd Qu.: 3.000   3rd Qu.:0   3rd Qu.:0.00000   3rd Qu.:  3.000  
##  Max.   :33.000   Max.   :0   Max.   :3.00000   Max.   :114.000  
##    num_var42       num_var44_0         num_var44         num_var46_0
##  Min.   : 0.000   Min.   :0.000000   Min.   :0.000000   Min.   :0   
##  1st Qu.: 0.000   1st Qu.:0.000000   1st Qu.:0.000000   1st Qu.:0   
##  Median : 3.000   Median :0.000000   Median :0.000000   Median :0   
##  Mean   : 2.218   Mean   :0.005683   Mean   :0.005091   Mean   :0   
##  3rd Qu.: 3.000   3rd Qu.:0.000000   3rd Qu.:0.000000   3rd Qu.:0   
##  Max.   :18.000   Max.   :6.000000   Max.   :3.000000   Max.   :0   
##    num_var46   saldo_var1          saldo_var5       saldo_var6       
##  Min.   :0   Min.   :     -0.9   Min.   : -2896   Min.   :    0.000  
##  1st Qu.:0   1st Qu.:      0.0   1st Qu.:     0   1st Qu.:    0.000  
##  Median :0   Median :      0.0   Median :     3   Median :    0.000  
##  Mean   :0   Mean   :     48.4   Mean   :  1028   Mean   :    0.414  
##  3rd Qu.:0   3rd Qu.:      0.0   3rd Qu.:    90   3rd Qu.:    0.000  
##  Max.   :0   Max.   :3000000.0   Max.   :619329   Max.   :19531.800  
##    saldo_var8        saldo_var12      saldo_var13_corto saldo_var13_largo
##  Min.   : -4942.3   Min.   :      0   Min.   :     0    Min.   :      0  
##  1st Qu.:     0.0   1st Qu.:      0   1st Qu.:     0    1st Qu.:      0  
##  Median :     0.0   Median :      0   Median :     0    Median :      0  
##  Mean   :   141.2   Mean   :   6022   Mean   :  4994    Mean   :   1494  
##  3rd Qu.:     0.0   3rd Qu.:      0   3rd Qu.:     0    3rd Qu.:      0  
##  Max.   :240045.0   Max.   :3008077   Max.   :450000    Max.   :1500000  
##  saldo_var13_medio   saldo_var13       saldo_var14        saldo_var17     
##  Min.   :0.00e+00   Min.   :      0   Min.   :     0.0   Min.   :      0  
##  1st Qu.:0.00e+00   1st Qu.:      0   1st Qu.:     0.0   1st Qu.:      0  
##  Median :0.00e+00   Median :      0   Median :     0.0   Median :      0  
##  Mean   :5.13e-01   Mean   :   6488   Mean   :    69.1   Mean   :    183  
##  3rd Qu.:0.00e+00   3rd Qu.:      0   3rd Qu.:     0.0   3rd Qu.:      0  
##  Max.   :3.00e+04   Max.   :1500000   Max.   :450000.0   Max.   :6119500  
##   saldo_var18        saldo_var20        saldo_var24     
##  Min.   :0.00e+00   Min.   :     0.0   Min.   :      0  
##  1st Qu.:0.00e+00   1st Qu.:     0.0   1st Qu.:      0  
##  Median :0.00e+00   Median :     0.0   Median :      0  
##  Mean   :4.34e+01   Mean   :    27.4   Mean   :   5925  
##  3rd Qu.:0.00e+00   3rd Qu.:     0.0   3rd Qu.:      0  
##  Max.   :3.00e+06   Max.   :455858.2   Max.   :3008077  
##   saldo_var26        saldo_var25        saldo_var28  saldo_var27
##  Min.   :    0.00   Min.   :    0.00   Min.   :0    Min.   :0   
##  1st Qu.:    0.00   1st Qu.:    0.00   1st Qu.:0    1st Qu.:0   
##  Median :    0.00   Median :    0.00   Median :0    Median :0   
##  Mean   :   76.08   Mean   :   72.74   Mean   :0    Mean   :0   
##  3rd Qu.:    0.00   3rd Qu.:    0.00   3rd Qu.:0    3rd Qu.:0   
##  Max.   :69756.72   Max.   :69756.72   Max.   :0    Max.   :0   
##   saldo_var29         saldo_var30       saldo_var31     
##  Min.   :    0.000   Min.   :  -4942   Min.   :      0  
##  1st Qu.:    0.000   1st Qu.:      0   1st Qu.:      0  
##  Median :    0.000   Median :      3   Median :      0  
##  Mean   :    0.414   Mean   :  13680   Mean   :    292  
##  3rd Qu.:    0.000   3rd Qu.:    236   3rd Qu.:      0  
##  Max.   :19531.800   Max.   :3458077   Max.   :6119500  
##   saldo_var32         saldo_var33         saldo_var34     
##  Min.   :    0.000   Min.   :     0.00   Min.   :0.0e+00  
##  1st Qu.:    0.000   1st Qu.:     0.00   1st Qu.:0.0e+00  
##  Median :    0.000   Median :     0.00   Median :0.0e+00  
##  Mean   :    3.346   Mean   :    12.53   Mean   :6.7e-01  
##  3rd Qu.:    0.000   3rd Qu.:     0.00   3rd Qu.:0.0e+00  
##  Max.   :12210.780   Max.   :142078.80   Max.   :3.6e+04  
##   saldo_var37        saldo_var40        saldo_var41  saldo_var42     
##  Min.   :    0.00   Min.   :  -0.900   Min.   :0    Min.   :  -4942  
##  1st Qu.:    0.00   1st Qu.:   0.000   1st Qu.:0    1st Qu.:      0  
##  Median :    0.00   Median :   0.000   Median :0    Median :      3  
##  Mean   :   36.91   Mean   :   4.369   Mean   :0    Mean   :   7192  
##  3rd Qu.:    0.00   3rd Qu.:   0.000   3rd Qu.:0    3rd Qu.:    120  
##  Max.   :60000.00   Max.   :8192.610   Max.   :0    Max.   :3008077  
##   saldo_var44        saldo_var46     var36       delta_imp_amort_var18_1y3
##  Min.   :     0.0   Min.   :0    Min.   : 0.00   Min.   :0.000e+00        
##  1st Qu.:     0.0   1st Qu.:0    1st Qu.: 2.00   1st Qu.:0.000e+00        
##  Median :     0.0   Median :0    Median : 3.00   Median :0.000e+00        
##  Mean   :    96.4   Mean   :0    Mean   :40.45   Mean   :2.631e+05        
##  3rd Qu.:     0.0   3rd Qu.:0    3rd Qu.:99.00   3rd Qu.:0.000e+00        
##  Max.   :740006.6   Max.   :0    Max.   :99.00   Max.   :1.000e+10        
##  delta_imp_amort_var34_1y3 delta_imp_aport_var13_1y3
##  Min.   :0.000e+00         Min.   :        -1       
##  1st Qu.:0.000e+00         1st Qu.:         0       
##  Median :0.000e+00         Median :         0       
##  Mean   :2.631e+05         Mean   :  48671402       
##  3rd Qu.:0.000e+00         3rd Qu.:         0       
##  Max.   :1.000e+10         Max.   :9999999999       
##  delta_imp_aport_var17_1y3 delta_imp_aport_var33_1y3
##  Min.   :-1.00e+00         Min.   :        -1       
##  1st Qu.: 0.00e+00         1st Qu.:         0       
##  Median : 0.00e+00         Median :         0       
##  Mean   : 5.13e+06         Mean   :    131544       
##  3rd Qu.: 0.00e+00         3rd Qu.:         0       
##  Max.   : 1.00e+10         Max.   :9999999999       
##  delta_imp_compra_var44_1y3 delta_imp_reemb_var13_1y3
##  Min.   :        -1         Min.   :0.000e+00        
##  1st Qu.:         0         1st Qu.:0.000e+00        
##  Median :         0         Median :0.000e+00        
##  Mean   :   9208103         Mean   :4.999e+06        
##  3rd Qu.:         0         3rd Qu.:0.000e+00        
##  Max.   :9999999999         Max.   :1.000e+10        
##  delta_imp_reemb_var17_1y3 delta_imp_reemb_var33_1y3
##  Min.   :        -1        Min.   :0.000e+00        
##  1st Qu.:         0        1st Qu.:0.000e+00        
##  Median :         0        Median :0.000e+00        
##  Mean   :   2630887        Mean   :1.315e+05        
##  3rd Qu.:         0        3rd Qu.:0.000e+00        
##  Max.   :9999999999        Max.   :1.000e+10        
##  delta_imp_trasp_var17_in_1y3 delta_imp_trasp_var17_out_1y3
##  Min.   :        -1           Min.   :0.000e+00            
##  1st Qu.:         0           1st Qu.:0.000e+00            
##  Median :         0           Median :0.000e+00            
##  Mean   :    526177           Mean   :5.262e+05            
##  3rd Qu.:         0           3rd Qu.:0.000e+00            
##  Max.   :9999999999           Max.   :1.000e+10            
##  delta_imp_trasp_var33_in_1y3 delta_imp_trasp_var33_out_1y3
##  Min.   :        -1           Min.   :0.000e+00            
##  1st Qu.:         0           1st Qu.:0.000e+00            
##  Median :         0           Median :0.000e+00            
##  Mean   :    657722           Mean   :1.315e+05            
##  3rd Qu.:         0           3rd Qu.:0.000e+00            
##  Max.   :9999999999           Max.   :1.000e+10            
##  delta_imp_venta_var44_1y3 delta_num_aport_var13_1y3
##  Min.   :        -1        Min.   :        -1       
##  1st Qu.:         0        1st Qu.:         0       
##  Median :         0        Median :         0       
##  Mean   :   5524862        Mean   :  48671402       
##  3rd Qu.:         0        3rd Qu.:         0       
##  Max.   :9999999999        Max.   :9999999999       
##  delta_num_aport_var17_1y3 delta_num_aport_var33_1y3
##  Min.   :-1.00e+00         Min.   :        -1       
##  1st Qu.: 0.00e+00         1st Qu.:         0       
##  Median : 0.00e+00         Median :         0       
##  Mean   : 5.13e+06         Mean   :    131544       
##  3rd Qu.: 0.00e+00         3rd Qu.:         0       
##  Max.   : 1.00e+10         Max.   :9999999999       
##  delta_num_compra_var44_1y3 delta_num_reemb_var13_1y3
##  Min.   :        -1         Min.   :0.000e+00        
##  1st Qu.:         0         1st Qu.:0.000e+00        
##  Median :         0         Median :0.000e+00        
##  Mean   :   9208103         Mean   :4.999e+06        
##  3rd Qu.:         0         3rd Qu.:0.000e+00        
##  Max.   :9999999999         Max.   :1.000e+10        
##  delta_num_reemb_var17_1y3 delta_num_reemb_var33_1y3
##  Min.   :        -1        Min.   :0.000e+00        
##  1st Qu.:         0        1st Qu.:0.000e+00        
##  Median :         0        Median :0.000e+00        
##  Mean   :   2630887        Mean   :1.315e+05        
##  3rd Qu.:         0        3rd Qu.:0.000e+00        
##  Max.   :9999999999        Max.   :1.000e+10        
##  delta_num_trasp_var17_in_1y3 delta_num_trasp_var17_out_1y3
##  Min.   :        -1           Min.   :0.000e+00            
##  1st Qu.:         0           1st Qu.:0.000e+00            
##  Median :         0           Median :0.000e+00            
##  Mean   :    526177           Mean   :5.262e+05            
##  3rd Qu.:         0           3rd Qu.:0.000e+00            
##  Max.   :9999999999           Max.   :1.000e+10            
##  delta_num_trasp_var33_in_1y3 delta_num_trasp_var33_out_1y3
##  Min.   :        -1           Min.   :0.000e+00            
##  1st Qu.:         0           1st Qu.:0.000e+00            
##  Median :         0           Median :0.000e+00            
##  Mean   :    657722           Mean   :1.315e+05            
##  3rd Qu.:         0           3rd Qu.:0.000e+00            
##  Max.   :9999999999           Max.   :1.000e+10            
##  delta_num_venta_var44_1y3 imp_amort_var18_hace3 imp_amort_var18_ult1
##  Min.   :        -1        Min.   :0             Min.   :    0.000   
##  1st Qu.:         0        1st Qu.:0             1st Qu.:    0.000   
##  Median :         0        Median :0             Median :    0.000   
##  Mean   :   5524862        Mean   :0             Mean   :    0.231   
##  3rd Qu.:         0        3rd Qu.:0             3rd Qu.:    0.000   
##  Max.   :9999999999        Max.   :0             Max.   :15691.800   
##  imp_amort_var34_hace3 imp_amort_var34_ult1 imp_aport_var13_hace3
##  Min.   :0             Min.   :   0.0000    Min.   :     0       
##  1st Qu.:0             1st Qu.:   0.0000    1st Qu.:     0       
##  Median :0             Median :   0.0000    Median :     0       
##  Mean   :0             Mean   :   0.0181    Mean   :  2824       
##  3rd Qu.:0             3rd Qu.:   0.0000    3rd Qu.:     0       
##  Max.   :0             Max.   :1096.0200    Max.   :840000       
##  imp_aport_var13_ult1 imp_aport_var17_hace3 imp_aport_var17_ult1
##  Min.   :     0.0     Min.   :      0       Min.   :     0.0    
##  1st Qu.:     0.0     1st Qu.:      0       1st Qu.:     0.0    
##  Median :     0.0     Median :      0       Median :     0.0    
##  Mean   :   619.6     Mean   :     99       Mean   :    31.1    
##  3rd Qu.:     0.0     3rd Qu.:      0       3rd Qu.:     0.0    
##  Max.   :450000.0     Max.   :6083692       Max.   :432457.3    
##  imp_aport_var33_hace3 imp_aport_var33_ult1 imp_var7_emit_ult1 
##  Min.   :    0.00      Min.   :0.00e+00     Min.   :     0.00  
##  1st Qu.:    0.00      1st Qu.:0.00e+00     1st Qu.:     0.00  
##  Median :    0.00      Median :0.00e+00     Median :     0.00  
##  Mean   :    2.99      Mean   :4.81e-02     Mean   :     2.72  
##  3rd Qu.:    0.00      3rd Qu.:0.00e+00     3rd Qu.:     0.00  
##  Max.   :36000.00      Max.   :1.26e+03     Max.   :145384.92  
##  imp_var7_recib_ult1 imp_compra_var44_hace3 imp_compra_var44_ult1
##  Min.   :      0.0   Min.   :     0.00      Min.   :      0      
##  1st Qu.:      0.0   1st Qu.:     0.00      1st Qu.:      0      
##  Median :      0.0   Median :     0.00      Median :      0      
##  Mean   :    127.7   Mean   :    13.96      Mean   :    117      
##  3rd Qu.:      0.0   3rd Qu.:     0.00      3rd Qu.:      0      
##  Max.   :1039260.0   Max.   :210001.35      Max.   :3410059      
##  imp_reemb_var13_hace3 imp_reemb_var13_ult1 imp_reemb_var17_hace3
##  Min.   :0             Min.   :     0.0     Min.   :    0.000    
##  1st Qu.:0             1st Qu.:     0.0     1st Qu.:    0.000    
##  Median :0             Median :     0.0     Median :    0.000    
##  Mean   :0             Mean   :    46.2     Mean   :    0.158    
##  3rd Qu.:0             3rd Qu.:     0.0     3rd Qu.:    0.000    
##  Max.   :0             Max.   :450000.0     Max.   :12027.150    
##  imp_reemb_var17_ult1 imp_reemb_var33_hace3 imp_reemb_var33_ult1
##  Min.   :     0.00    Min.   :0             Min.   :0.00e+00    
##  1st Qu.:     0.00    1st Qu.:0             1st Qu.:0.00e+00    
##  Median :     0.00    Median :0             Median :0.00e+00    
##  Mean   :    12.57    Mean   :0             Mean   :1.58e-02    
##  3rd Qu.:     0.00    3rd Qu.:0             3rd Qu.:0.00e+00    
##  Max.   :182132.97    Max.   :0             Max.   :1.20e+03    
##  imp_var43_emit_ult1 imp_trans_var37_ult1 imp_trasp_var17_in_hace3
##  Min.   :      0.0   Min.   :      0      Min.   :    0.00        
##  1st Qu.:      0.0   1st Qu.:      0      1st Qu.:    0.00        
##  Median :      0.0   Median :      0      Median :    0.00        
##  Mean   :    854.1   Mean   :   1933      Mean   :    1.87        
##  3rd Qu.:      0.0   3rd Qu.:      0      3rd Qu.:    0.00        
##  Max.   :1155003.0   Max.   :2310003      Max.   :96781.44        
##  imp_trasp_var17_in_ult1 imp_trasp_var17_out_hace3
##  Min.   :     0.00       Min.   :0                
##  1st Qu.:     0.00       1st Qu.:0                
##  Median :     0.00       Median :0                
##  Mean   :     2.51       Mean   :0                
##  3rd Qu.:     0.00       3rd Qu.:0                
##  Max.   :133730.58       Max.   :0                
##  imp_trasp_var17_out_ult1 imp_trasp_var33_in_hace3 imp_trasp_var33_in_ult1
##  Min.   :    0.00         Min.   :    0.00         Min.   :    0.000      
##  1st Qu.:    0.00         1st Qu.:    0.00         1st Qu.:    0.000      
##  Median :    0.00         Median :    0.00         Median :    0.000      
##  Mean   :    1.91         Mean   :    2.79         Mean   :    0.315      
##  3rd Qu.:    0.00         3rd Qu.:    0.00         3rd Qu.:    0.000      
##  Max.   :69622.29         Max.   :49581.27         Max.   :13207.320      
##  imp_trasp_var33_out_hace3 imp_trasp_var33_out_ult1 imp_venta_var44_hace3
##  Min.   :0                 Min.   :0.00e+00         Min.   :     0.00    
##  1st Qu.:0                 1st Qu.:0.00e+00         1st Qu.:     0.00    
##  Median :0                 Median :0.00e+00         Median :     0.00    
##  Mean   :0                 Mean   :3.95e-02         Mean   :     3.79    
##  3rd Qu.:0                 3rd Qu.:0.00e+00         3rd Qu.:     0.00    
##  Max.   :0                 Max.   :3.00e+03         Max.   :209834.40    
##  imp_venta_var44_ult1 ind_var7_emit_ult1 ind_var7_recib_ult1
##  Min.   :      0.0    Min.   :0.00e+00   Min.   :0.000000   
##  1st Qu.:      0.0    1st Qu.:0.00e+00   1st Qu.:0.000000   
##  Median :      0.0    Median :0.00e+00   Median :0.000000   
##  Mean   :     81.4    Mean   :3.95e-05   Mean   :0.002697   
##  3rd Qu.:      0.0    3rd Qu.:0.00e+00   3rd Qu.:0.000000   
##  Max.   :2754476.5    Max.   :1.00e+00   Max.   :1.000000   
##  ind_var10_ult1    ind_var10cte_ult1 ind_var9_cte_ult1 ind_var9_ult1    
##  Min.   :0.00000   Min.   :0.00000   Min.   :0.00000   Min.   :0.00000  
##  1st Qu.:0.00000   1st Qu.:0.00000   1st Qu.:0.00000   1st Qu.:0.00000  
##  Median :0.00000   Median :0.00000   Median :0.00000   Median :0.00000  
##  Mean   :0.08087   Mean   :0.09216   Mean   :0.09687   Mean   :0.08591  
##  3rd Qu.:0.00000   3rd Qu.:0.00000   3rd Qu.:0.00000   3rd Qu.:0.00000  
##  Max.   :1.00000   Max.   :1.00000   Max.   :1.00000   Max.   :1.00000  
##  ind_var43_emit_ult1 ind_var43_recib_ult1     var21         
##  Min.   :0.00000     Min.   :0.0000       Min.   :    0.00  
##  1st Qu.:0.00000     1st Qu.:0.0000       1st Qu.:    0.00  
##  Median :0.00000     Median :0.0000       Median :    0.00  
##  Mean   :0.06659     Mean   :0.1293       Mean   :   32.55  
##  3rd Qu.:0.00000     3rd Qu.:0.0000       3rd Qu.:    0.00  
##  Max.   :1.00000     Max.   :1.0000       Max.   :30000.00  
##  num_var2_0_ult1 num_var2_ult1 num_aport_var13_hace3 num_aport_var13_ult1
##  Min.   :0       Min.   :0     Min.   : 0.00000      Min.   : 0.00000    
##  1st Qu.:0       1st Qu.:0     1st Qu.: 0.00000      1st Qu.: 0.00000    
##  Median :0       Median :0     Median : 0.00000      Median : 0.00000    
##  Mean   :0       Mean   :0     Mean   : 0.07589      Mean   : 0.01796    
##  3rd Qu.:0       3rd Qu.:0     3rd Qu.: 0.00000      3rd Qu.: 0.00000    
##  Max.   :0       Max.   :0     Max.   :24.00000      Max.   :30.00000    
##  num_aport_var17_hace3 num_aport_var17_ult1 num_aport_var33_hace3
##  Min.   : 0.000000     Min.   : 0.000000    Min.   : 0.000000    
##  1st Qu.: 0.000000     1st Qu.: 0.000000    1st Qu.: 0.000000    
##  Median : 0.000000     Median : 0.000000    Median : 0.000000    
##  Mean   : 0.001539     Mean   : 0.003394    Mean   : 0.001066    
##  3rd Qu.: 0.000000     3rd Qu.: 0.000000    3rd Qu.: 0.000000    
##  Max.   :12.000000     Max.   :21.000000    Max.   :12.000000    
##  num_aport_var33_ult1 num_var7_emit_ult1  num_var7_recib_ult1
##  Min.   :0.000000     Min.   :0.0000000   Min.   : 0.0000    
##  1st Qu.:0.000000     1st Qu.:0.0000000   1st Qu.: 0.0000    
##  Median :0.000000     Median :0.0000000   Median : 0.0000    
##  Mean   :0.000316     Mean   :0.0001184   Mean   : 0.0103    
##  3rd Qu.:0.000000     3rd Qu.:0.0000000   3rd Qu.: 0.0000    
##  Max.   :6.000000     Max.   :3.0000000   Max.   :24.0000    
##  num_compra_var44_hace3 num_compra_var44_ult1 num_ent_var16_ult1
##  Min.   :0.000000       Min.   : 0.00000      Min.   : 0.000    
##  1st Qu.:0.000000       1st Qu.: 0.00000      1st Qu.: 0.000    
##  Median :0.000000       Median : 0.00000      Median : 0.000    
##  Mean   :0.001855       Mean   : 0.00754      Mean   : 0.188    
##  3rd Qu.:0.000000       3rd Qu.: 0.00000      3rd Qu.: 0.000    
##  Max.   :9.000000       Max.   :39.00000      Max.   :60.000    
##  num_var22_hace2   num_var22_hace3   num_var22_ult1    num_var22_ult3   
##  Min.   :  0.000   Min.   :  0.000   Min.   : 0.0000   Min.   :  0.000  
##  1st Qu.:  0.000   1st Qu.:  0.000   1st Qu.: 0.0000   1st Qu.:  0.000  
##  Median :  0.000   Median :  0.000   Median : 0.0000   Median :  0.000  
##  Mean   :  1.299   Mean   :  1.185   Mean   : 0.5607   Mean   :  3.044  
##  3rd Qu.:  0.000   3rd Qu.:  0.000   3rd Qu.: 0.0000   3rd Qu.:  3.000  
##  Max.   :123.000   Max.   :108.000   Max.   :96.0000   Max.   :234.000  
##  num_med_var22_ult3 num_med_var45_ult3 num_meses_var5_ult3
##  Min.   : 0.0000    Min.   :  0.000    Min.   :0.00       
##  1st Qu.: 0.0000    1st Qu.:  0.000    1st Qu.:0.00       
##  Median : 0.0000    Median :  0.000    Median :3.00       
##  Mean   : 0.6359    Mean   :  4.025    Mean   :1.98       
##  3rd Qu.: 0.0000    3rd Qu.:  3.000    3rd Qu.:3.00       
##  Max.   :78.0000    Max.   :267.000    Max.   :3.00       
##  num_meses_var8_ult3 num_meses_var12_ult3 num_meses_var13_corto_ult3
##  Min.   :0.0000      Min.   :0.0000       Min.   :0.00000           
##  1st Qu.:0.0000      1st Qu.:0.0000       1st Qu.:0.00000           
##  Median :0.0000      Median :0.0000       Median :0.00000           
##  Mean   :0.0536      Mean   :0.1021       Mean   :0.09892           
##  3rd Qu.:0.0000      3rd Qu.:0.0000       3rd Qu.:0.00000           
##  Max.   :3.0000      Max.   :3.0000       Max.   :3.00000           
##  num_meses_var13_largo_ult3 num_meses_var13_medio_ult3
##  Min.   :0.0000             Min.   :0.00e+00          
##  1st Qu.:0.0000             1st Qu.:0.00e+00          
##  Median :0.0000             Median :0.00e+00          
##  Mean   :0.0174             Mean   :5.26e-05          
##  3rd Qu.:0.0000             3rd Qu.:0.00e+00          
##  Max.   :3.0000             Max.   :2.00e+00          
##  num_meses_var17_ult3 num_meses_var29_ult3 num_meses_var33_ult3
##  Min.   :0.00000      Min.   :0.0000000    Min.   :0.000000    
##  1st Qu.:0.00000      1st Qu.:0.0000000    1st Qu.:0.000000    
##  Median :0.00000      Median :0.0000000    Median :0.000000    
##  Mean   :0.00296      Mean   :0.0001052    Mean   :0.001513    
##  3rd Qu.:0.00000      3rd Qu.:0.0000000    3rd Qu.:0.000000    
##  Max.   :3.00000      Max.   :2.0000000    Max.   :3.000000    
##  num_meses_var39_vig_ult3 num_meses_var44_ult3 num_op_var39_comer_ult1
##  Min.   :0.000            Min.   :0.000000     Min.   :  0.000        
##  1st Qu.:1.000            1st Qu.:0.000000     1st Qu.:  0.000        
##  Median :2.000            Median :0.000000     Median :  0.000        
##  Mean   :1.593            Mean   :0.003578     Mean   :  2.195        
##  3rd Qu.:2.000            3rd Qu.:0.000000     3rd Qu.:  0.000        
##  Max.   :3.000            Max.   :3.000000     Max.   :438.000        
##  num_op_var39_comer_ult3 num_op_var40_comer_ult1 num_op_var40_comer_ult3
##  Min.   :  0.000         Min.   :  0.00000       Min.   :  0.0000       
##  1st Qu.:  0.000         1st Qu.:  0.00000       1st Qu.:  0.0000       
##  Median :  0.000         Median :  0.00000       Median :  0.0000       
##  Mean   :  3.607         Mean   :  0.07498       Mean   :  0.1448       
##  3rd Qu.:  0.000         3rd Qu.:  0.00000       3rd Qu.:  0.0000       
##  Max.   :600.000         Max.   :210.00000       Max.   :582.0000       
##  num_op_var40_efect_ult1 num_op_var40_efect_ult3 num_op_var41_comer_ult1
##  Min.   : 0.000000       Min.   : 0.00000        Min.   :  0.00         
##  1st Qu.: 0.000000       1st Qu.: 0.00000        1st Qu.:  0.00         
##  Median : 0.000000       Median : 0.00000        Median :  0.00         
##  Mean   : 0.002486       Mean   : 0.00367        Mean   :  2.12         
##  3rd Qu.: 0.000000       3rd Qu.: 0.00000        3rd Qu.:  0.00         
##  Max.   :24.000000       Max.   :24.00000        Max.   :438.00         
##  num_op_var41_comer_ult3 num_op_var41_efect_ult1 num_op_var41_efect_ult3
##  Min.   :  0.000         Min.   : 0.0000         Min.   :  0.000        
##  1st Qu.:  0.000         1st Qu.: 0.0000         1st Qu.:  0.000        
##  Median :  0.000         Median : 0.0000         Median :  0.000        
##  Mean   :  3.462         Mean   : 0.7194         Mean   :  1.212        
##  3rd Qu.:  0.000         3rd Qu.: 0.0000         3rd Qu.:  0.000        
##  Max.   :438.000         Max.   :90.0000         Max.   :156.000        
##  num_op_var39_efect_ult1 num_op_var39_efect_ult3 num_reemb_var13_hace3
##  Min.   : 0.0000         Min.   :  0.000         Min.   :0            
##  1st Qu.: 0.0000         1st Qu.:  0.000         1st Qu.:0            
##  Median : 0.0000         Median :  0.000         Median :0            
##  Mean   : 0.7219         Mean   :  1.216         Mean   :0            
##  3rd Qu.: 0.0000         3rd Qu.:  0.000         3rd Qu.:0            
##  Max.   :90.0000         Max.   :156.000         Max.   :0            
##  num_reemb_var13_ult1 num_reemb_var17_hace3 num_reemb_var17_ult1
##  Min.   :0.0000       Min.   :0.00e+00      Min.   : 0.000000   
##  1st Qu.:0.0000       1st Qu.:0.00e+00      1st Qu.: 0.000000   
##  Median :0.0000       Median :0.00e+00      Median : 0.000000   
##  Mean   :0.0015       Mean   :3.95e-05      Mean   : 0.001184   
##  3rd Qu.:0.0000       3rd Qu.:0.00e+00      3rd Qu.: 0.000000   
##  Max.   :3.0000       Max.   :3.00e+00      Max.   :21.000000   
##  num_reemb_var33_hace3 num_reemb_var33_ult1 num_sal_var16_ult1 
##  Min.   :0             Min.   :0.00e+00     Min.   : 0.000000  
##  1st Qu.:0             1st Qu.:0.00e+00     1st Qu.: 0.000000  
##  Median :0             Median :0.00e+00     Median : 0.000000  
##  Mean   :0             Mean   :3.95e-05     Mean   : 0.004933  
##  3rd Qu.:0             3rd Qu.:0.00e+00     3rd Qu.: 0.000000  
##  Max.   :0             Max.   :3.00e+00     Max.   :15.000000  
##  num_var43_emit_ult1 num_var43_recib_ult1 num_trasp_var11_ult1
##  Min.   :  0.0000    Min.   :  0.000      Min.   : 0.0000     
##  1st Qu.:  0.0000    1st Qu.:  0.000      1st Qu.: 0.0000     
##  Median :  0.0000    Median :  0.000      Median : 0.0000     
##  Mean   :  0.3928    Mean   :  0.815      Mean   : 0.1207     
##  3rd Qu.:  0.0000    3rd Qu.:  0.000      3rd Qu.: 0.0000     
##  Max.   :180.0000    Max.   :264.000      Max.   :93.0000     
##  num_trasp_var17_in_hace3 num_trasp_var17_in_ult1
##  Min.   :0.000000         Min.   :0.0000000      
##  1st Qu.:0.000000         1st Qu.:0.0000000      
##  Median :0.000000         Median :0.0000000      
##  Mean   :0.000118         Mean   :0.0001579      
##  3rd Qu.:0.000000         3rd Qu.:0.0000000      
##  Max.   :6.000000         Max.   :3.0000000      
##  num_trasp_var17_out_hace3 num_trasp_var17_out_ult1
##  Min.   :0                 Min.   :0.0000000       
##  1st Qu.:0                 1st Qu.:0.0000000       
##  Median :0                 Median :0.0000000       
##  Mean   :0                 Mean   :0.0001579       
##  3rd Qu.:0                 3rd Qu.:0.0000000       
##  Max.   :0                 Max.   :3.0000000       
##  num_trasp_var33_in_hace3 num_trasp_var33_in_ult1
##  Min.   :0.0000000        Min.   :0.000000       
##  1st Qu.:0.0000000        1st Qu.:0.000000       
##  Median :0.0000000        Median :0.000000       
##  Mean   :0.0002368        Mean   :0.000237       
##  3rd Qu.:0.0000000        3rd Qu.:0.000000       
##  Max.   :3.0000000        Max.   :6.000000       
##  num_trasp_var33_out_hace3 num_trasp_var33_out_ult1 num_venta_var44_hace3
##  Min.   :0                 Min.   :0.00e+00         Min.   :0.000000     
##  1st Qu.:0                 1st Qu.:0.00e+00         1st Qu.:0.000000     
##  Median :0                 Median :0.00e+00         Median :0.000000     
##  Mean   :0                 Mean   :3.95e-05         Mean   :0.000158     
##  3rd Qu.:0                 3rd Qu.:0.00e+00         3rd Qu.:0.000000     
##  Max.   :0                 Max.   :3.00e+00         Max.   :6.000000     
##  num_venta_var44_ult1 num_var45_hace2   num_var45_hace3  
##  Min.   : 0.00000     Min.   :  0.000   Min.   :  0.000  
##  1st Qu.: 0.00000     1st Qu.:  0.000   1st Qu.:  0.000  
##  Median : 0.00000     Median :  0.000   Median :  0.000  
##  Mean   : 0.00442     Mean   :  5.393   Mean   :  3.894  
##  3rd Qu.: 0.00000     3rd Qu.:  3.000   3rd Qu.:  3.000  
##  Max.   :39.00000     Max.   :342.000   Max.   :339.000  
##  num_var45_ult1    num_var45_ult3   saldo_var2_ult1 saldo_medio_var5_hace2
##  Min.   :  0.000   Min.   :  0.00   Min.   :0       Min.   :  -128.4      
##  1st Qu.:  0.000   1st Qu.:  0.00   1st Qu.:0       1st Qu.:     0.0      
##  Median :  0.000   Median :  0.00   Median :0       Median :     3.0      
##  Mean   :  4.364   Mean   : 13.65   Mean   :0       Mean   :  1579.1      
##  3rd Qu.:  3.000   3rd Qu.: 12.00   3rd Qu.:0       3rd Qu.:    90.0      
##  Max.   :510.000   Max.   :801.00   Max.   :0       Max.   :812137.3      
##  saldo_medio_var5_hace3 saldo_medio_var5_ult1 saldo_medio_var5_ult3
##  Min.   :     -8.0      Min.   :  -922.4      Min.   :  -476.1     
##  1st Qu.:      0.0      1st Qu.:     0.0      1st Qu.:     0.0     
##  Median :      1.0      Median :     3.0      Median :     2.7     
##  Mean   :    891.4      Mean   :  1077.3      Mean   :  1048.9     
##  3rd Qu.:     12.2      3rd Qu.:    90.0      3rd Qu.:    83.8     
##  Max.   :1542339.4      Max.   :601428.6      Max.   :544365.6     
##  saldo_medio_var8_hace2 saldo_medio_var8_hace3 saldo_medio_var8_ult1
##  Min.   :  -287.67      Min.   :    0.00       Min.   : -3401.3     
##  1st Qu.:     0.00      1st Qu.:    0.00       1st Qu.:     0.0     
##  Median :     0.00      Median :    0.00       Median :     0.0     
##  Mean   :    68.28      Mean   :    9.51       Mean   :   124.6     
##  3rd Qu.:     0.00      3rd Qu.:    0.00       3rd Qu.:     0.0     
##  Max.   :231351.99      Max.   :77586.21       Max.   :228031.8     
##  saldo_medio_var8_ult3 saldo_medio_var12_hace2 saldo_medio_var12_hace3
##  Min.   : -1845        Min.   :      0         Min.   :     0.0       
##  1st Qu.:     0        1st Qu.:      0         1st Qu.:     0.0       
##  Median :     0        Median :      0         Median :     0.0       
##  Mean   :   110        Mean   :   3997         Mean   :   613.5       
##  3rd Qu.:     0        3rd Qu.:      0         3rd Qu.:     0.0       
##  Max.   :177582        Max.   :3000538         Max.   :668335.3       
##  saldo_medio_var12_ult1 saldo_medio_var12_ult3
##  Min.   :      0        Min.   :      0       
##  1st Qu.:      0        1st Qu.:      0       
##  Median :      0        Median :      0       
##  Mean   :   5703        Mean   :   4401       
##  3rd Qu.:      0        3rd Qu.:      0       
##  Max.   :3004186        Max.   :2272859       
##  saldo_medio_var13_corto_hace2 saldo_medio_var13_corto_hace3
##  Min.   :     0                Min.   :     0.0             
##  1st Qu.:     0                1st Qu.:     0.0             
##  Median :     0                Median :     0.0             
##  Mean   :  3639                Mean   :   556.2             
##  3rd Qu.:     0                3rd Qu.:     0.0             
##  Max.   :450000                Max.   :304838.7             
##  saldo_medio_var13_corto_ult1 saldo_medio_var13_corto_ult3
##  Min.   :     0               Min.   :     0              
##  1st Qu.:     0               1st Qu.:     0              
##  Median :     0               Median :     0              
##  Mean   :  4852               Mean   :  3858              
##  3rd Qu.:     0               3rd Qu.:     0              
##  Max.   :450000               Max.   :450000              
##  saldo_medio_var13_largo_hace2 saldo_medio_var13_largo_hace3
##  Min.   :     0.0              Min.   :     0.0             
##  1st Qu.:     0.0              1st Qu.:     0.0             
##  Median :     0.0              Median :     0.0             
##  Mean   :   771.2              Mean   :   162.2             
##  3rd Qu.:     0.0              3rd Qu.:     0.0             
##  Max.   :840000.0              Max.   :534000.0             
##  saldo_medio_var13_largo_ult1 saldo_medio_var13_largo_ult3
##  Min.   :      0              Min.   :      0             
##  1st Qu.:      0              1st Qu.:      0             
##  Median :      0              Median :      0             
##  Mean   :    957              Mean   :    751             
##  3rd Qu.:      0              3rd Qu.:      0             
##  Max.   :1500000              Max.   :1034483             
##  saldo_medio_var13_medio_hace2 saldo_medio_var13_medio_hace3
##  Min.   :   0.000              Min.   :0                    
##  1st Qu.:   0.000              1st Qu.:0                    
##  Median :   0.000              Median :0                    
##  Mean   :   0.175              Mean   :0                    
##  3rd Qu.:   0.000              3rd Qu.:0                    
##  Max.   :7741.950              Max.   :0                    
##  saldo_medio_var13_medio_ult1 saldo_medio_var13_medio_ult3
##  Min.   :0.00e+00             Min.   :    0.000           
##  1st Qu.:0.00e+00             1st Qu.:    0.000           
##  Median :0.00e+00             Median :    0.000           
##  Mean   :5.13e-01             Mean   :    0.344           
##  3rd Qu.:0.00e+00             3rd Qu.:    0.000           
##  Max.   :3.00e+04             Max.   :18870.990           
##  saldo_medio_var17_hace2 saldo_medio_var17_hace3 saldo_medio_var17_ult1
##  Min.   :      0         Min.   :      0.0       Min.   :      0       
##  1st Qu.:      0         1st Qu.:      0.0       1st Qu.:      0       
##  Median :      0         Median :      0.0       Median :      0       
##  Mean   :     91         Mean   :     36.5       Mean   :    131       
##  3rd Qu.:      0         3rd Qu.:      0.0       3rd Qu.:      0       
##  Max.   :4210084         Max.   :2368559.0       Max.   :3998687       
##  saldo_medio_var17_ult3 saldo_medio_var29_hace2 saldo_medio_var29_hace3
##  Min.   :      0        Min.   :    0.000       Min.   :  0.00000      
##  1st Qu.:      0        1st Qu.:    0.000       1st Qu.:  0.00000      
##  Median :      0        Median :    0.000       Median :  0.00000      
##  Mean   :    109        Mean   :    0.213       Mean   :  0.00191      
##  3rd Qu.:      0        3rd Qu.:    0.000       3rd Qu.:  0.00000      
##  Max.   :3525777        Max.   :10430.010       Max.   :145.20000      
##  saldo_medio_var29_ult1 saldo_medio_var29_ult3 saldo_medio_var33_hace2
##  Min.   :    0.000      Min.   :   0.000       Min.   :    0.00       
##  1st Qu.:    0.000      1st Qu.:   0.000       1st Qu.:    0.00       
##  Median :    0.000      Median :   0.000       Median :    0.00       
##  Mean   :    0.254      Mean   :   0.187       Mean   :    7.94       
##  3rd Qu.:    0.000      3rd Qu.:   0.000       3rd Qu.:    0.00       
##  Max.   :13793.670      Max.   :7331.340       Max.   :50003.88       
##  saldo_medio_var33_hace3 saldo_medio_var33_ult1 saldo_medio_var33_ult3
##  Min.   :    0.000       Min.   :     0.00      Min.   :    0.00      
##  1st Qu.:    0.000       1st Qu.:     0.00      1st Qu.:    0.00      
##  Median :    0.000       Median :     0.00      Median :    0.00      
##  Mean   :    1.365       Mean   :    12.22      Mean   :    8.78      
##  3rd Qu.:    0.000       3rd Qu.:     0.00      3rd Qu.:    0.00      
##  Max.   :20385.720       Max.   :138831.63      Max.   :91778.73      
##  saldo_medio_var44_hace2 saldo_medio_var44_hace3 saldo_medio_var44_ult1
##  Min.   :     0.0        Min.   :    0.000       Min.   :     0        
##  1st Qu.:     0.0        1st Qu.:    0.000       1st Qu.:     0        
##  Median :     0.0        Median :    0.000       Median :     0        
##  Mean   :    31.5        Mean   :    1.859       Mean   :    76        
##  3rd Qu.:     0.0        3rd Qu.:    0.000       3rd Qu.:     0        
##  Max.   :438329.2        Max.   :24650.010       Max.   :681463        
##  saldo_medio_var44_ult3     var38              TARGET       
##  Min.   :     0.0       Min.   :    5164   Min.   :0.00000  
##  1st Qu.:     0.0       1st Qu.:   67871   1st Qu.:0.00000  
##  Median :     0.0       Median :  106409   Median :0.00000  
##  Mean   :    56.6       Mean   :  117236   Mean   :0.03957  
##  3rd Qu.:     0.0       3rd Qu.:  118756   3rd Qu.:0.00000  
##  Max.   :397884.3       Max.   :22034739   Max.   :1.00000

Distributions of variables